{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "np.random.seed(1001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成随机的聚类数据，聚类中心为3个\n",
    "n = 1000\n",
    "centers = [[1, 1], [-1, -1], [1, -1]]\n",
    "data, _ = make_blobs(n_samples=n, centers=centers, cluster_std=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(data, cluster_num):\n",
    "    '''\n",
    "    使用KMeans对数据进行聚类\n",
    "    '''\n",
    "    model = KMeans(n_clusters=cluster_num, n_init=1)\n",
    "    model.fit(data)\n",
    "    return model\n",
    "\n",
    "def compute_SSE(model, data):\n",
    "    '''\n",
    "    计算聚类结果的误差平方和\n",
    "    '''\n",
    "    wdist = model.transform(data).min(axis=1)\n",
    "    sse = np.sum(wdist ** 2)\n",
    "    return sse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _visualize(ax, data, labels, centers):\n",
    "    '''\n",
    "    将聚类结果可视化\n",
    "    '''\n",
    "    colors = ['#BAE7FC', '#3CAFFA', '#82CCFC', '#0C5FFA', 'k']\n",
    "    ax.scatter(data[:, 0], data[:, 1], c=[colors[i] for i in labels], marker='o', alpha=0.8)\n",
    "    ax.scatter(centers[:, 0], centers[:, 1], marker='*', c=colors[:len(centers)],\n",
    "               edgecolors='white', s=600., linewidths=2)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展示聚类个数对结果的影响\n",
    "fig = plt.figure(figsize=(10, 10), dpi=80)\n",
    "sse = []\n",
    "for i in range(2, 6):\n",
    "    ax = fig.add_subplot(2, 2, i-1)\n",
    "    model = train_model(data, i)\n",
    "    sse.append(compute_SSE(model, data))\n",
    "    _visualize(ax, data, model.labels_, model.cluster_centers_)\n",
    "plt.savefig('kmeans_choose_k.png', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展示不同聚类个数的误差平方和\n",
    "cluster_num = range(2, 6)\n",
    "fig = plt.figure(figsize=(6, 6), dpi=80)\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.plot(cluster_num, sse, 'k--', marker='o', markerfacecolor='r', markeredgecolor='k')\n",
    "ax.set_xlim([min(cluster_num) - 1, max(cluster_num) + 1])\n",
    "plt.savefig('kmeans_sse.png', dpi=200)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
